Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 304017 |
| Missing cells | 98172 |
| Missing cells (%) | 1.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 32.5 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 4 |
df_index is highly correlated with is_ckd | High correlation |
result is highly correlated with 17341.0 | High correlation |
is_ckd is highly correlated with df_index | High correlation |
17341.0 is highly correlated with result | High correlation |
age_2022 has 3464 (1.1%) missing values | Missing |
bmi has 31258 (10.3%) missing values | Missing |
16263.0 has 6345 (2.1%) missing values | Missing |
17339.0 has 6345 (2.1%) missing values | Missing |
17341.0 has 6345 (2.1%) missing values | Missing |
2688.0 has 6345 (2.1%) missing values | Missing |
3086.0 has 6345 (2.1%) missing values | Missing |
5254.0 has 6345 (2.1%) missing values | Missing |
5272.0 has 6345 (2.1%) missing values | Missing |
582.0 has 6345 (2.1%) missing values | Missing |
8574.0 has 6345 (2.1%) missing values | Missing |
921.0 has 6345 (2.1%) missing values | Missing |
bmi is highly skewed (γ1 = 108.8855736) | Skewed |
582.0 is highly skewed (γ1 = 78.35617597) | Skewed |
921.0 is highly skewed (γ1 = 130.5942952) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
16263.0 has 263697 (86.7%) zeros | Zeros |
17339.0 has 276178 (90.8%) zeros | Zeros |
17341.0 has 276861 (91.1%) zeros | Zeros |
2688.0 has 263324 (86.6%) zeros | Zeros |
3086.0 has 266889 (87.8%) zeros | Zeros |
5254.0 has 267460 (88.0%) zeros | Zeros |
5272.0 has 271117 (89.2%) zeros | Zeros |
582.0 has 264591 (87.0%) zeros | Zeros |
8574.0 has 260845 (85.8%) zeros | Zeros |
921.0 has 268086 (88.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-27 12:03:27.966266 |
|---|---|
| Analysis finished | 2022-11-27 12:04:49.871225 |
| Duration | 1 minute and 21.9 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 304017 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152008 |
| Minimum | 0 |
|---|---|
| Maximum | 304016 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15200.8 |
| Q1 | 76004 |
| median | 152008 |
| Q3 | 228012 |
| 95-th percentile | 288815.2 |
| Maximum | 304016 |
| Range | 304016 |
| Interquartile range (IQR) | 152008 |
Descriptive statistics
| Standard deviation | 87762.29273 |
|---|---|
| Coefficient of variation (CV) | 0.5773531178 |
| Kurtosis | -1.2 |
| Mean | 152008 |
| Median Absolute Deviation (MAD) | 76004 |
| Skewness | 2.335736098 × 10-19 |
| Sum | 4.621301614 × 1010 |
| Variance | 7702220026 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48001 | 1 | < 0.1% |
| 258063 | 1 | < 0.1% |
| 166186 | 1 | < 0.1% |
| 263493 | 1 | < 0.1% |
| 149429 | 1 | < 0.1% |
| 140140 | 1 | < 0.1% |
| 230504 | 1 | < 0.1% |
| 186894 | 1 | < 0.1% |
| 199773 | 1 | < 0.1% |
| 145081 | 1 | < 0.1% |
| Other values (304007) | 304007 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 304016 | 1 | |
| 304015 | 1 | |
| 304014 | 1 | |
| 304013 | 1 | |
| 304012 | 1 | |
| 304011 | 1 | |
| 304010 | 1 | |
| 304009 | 1 | |
| 304008 | 1 | |
| 304007 | 1 |
POD
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.164550009 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 236 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5110233636 |
|---|---|
| Coefficient of variation (CV) | 0.4388161605 |
| Kurtosis | 20.04789417 |
| Mean | 1.164550009 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.031585024 |
| Sum | 354043 |
| Variance | 0.2611448781 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 266297 | |
| 2 | 29158 | 9.6% |
| 3 | 5207 | 1.7% |
| 4 | 1786 | 0.6% |
| 5 | 1333 | 0.4% |
| 0 | 236 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 236 | 0.1% |
| 1 | 266297 | |
| 2 | 29158 | 9.6% |
| 3 | 5207 | 1.7% |
| 4 | 1786 | 0.6% |
| 5 | 1333 | 0.4% |
| Value | Count | Frequency (%) |
| 5 | 1333 | 0.4% |
| 4 | 1786 | 0.6% |
| 3 | 5207 | 1.7% |
| 2 | 29158 | 9.6% |
| 1 | 266297 | |
| 0 | 236 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 297.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 304017 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 244257 | |
| 1 | 59760 | 19.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 244257 | |
| 1 | 59760 | 19.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 244257 | |
| 1 | 59760 | 19.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 304017 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 244257 | |
| 1 | 59760 | 19.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 304017 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 244257 | |
| 1 | 59760 | 19.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 304017 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 244257 | |
| 1 | 59760 | 19.7% |
| Distinct | 753 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3464 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.94571274 |
| Minimum | 12.2 |
|---|---|
| Maximum | 99.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 12.2 |
|---|---|
| 5-th percentile | 36.3 |
| Q1 | 53.3 |
| median | 67.3 |
| Q3 | 75.2 |
| 95-th percentile | 84.6 |
| Maximum | 99.2 |
| Range | 87 |
| Interquartile range (IQR) | 21.9 |
Descriptive statistics
| Standard deviation | 14.89617461 |
|---|---|
| Coefficient of variation (CV) | 0.2329503257 |
| Kurtosis | -0.4936904832 |
| Mean | 63.94571274 |
| Median Absolute Deviation (MAD) | 9.8 |
| Skewness | -0.5166684741 |
| Sum | 19219075.8 |
| Variance | 221.8960179 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69.4 | 1554 | 0.5% |
| 74 | 1517 | 0.5% |
| 72.6 | 1468 | 0.5% |
| 73.6 | 1399 | 0.5% |
| 36.8 | 1390 | 0.5% |
| 72.2 | 1343 | 0.4% |
| 75.6 | 1341 | 0.4% |
| 69.5 | 1338 | 0.4% |
| 74.8 | 1321 | 0.4% |
| 74.1 | 1298 | 0.4% |
| Other values (743) | 286584 | |
| (Missing) | 3464 | 1.1% |
| Value | Count | Frequency (%) |
| 12.2 | 5 | |
| 12.6 | 6 | |
| 12.7 | 8 | |
| 13.8 | 2 | < 0.1% |
| 14.1 | 1 | < 0.1% |
| 14.2 | 1 | < 0.1% |
| 14.5 | 7 | |
| 15 | 1 | < 0.1% |
| 15.1 | 4 | |
| 15.2 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 99.2 | 22 | < 0.1% |
| 97.8 | 10 | < 0.1% |
| 97.4 | 1 | < 0.1% |
| 97.3 | 17 | < 0.1% |
| 96.5 | 27 | |
| 95.7 | 1 | < 0.1% |
| 95.6 | 36 | |
| 95.3 | 64 | |
| 95.2 | 20 | < 0.1% |
| 95 | 26 |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 297.1 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 304017 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 158937 | |
| 0 | 145080 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 158937 | |
| 0 | 145080 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 158937 | |
| 0 | 145080 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 304017 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 158937 | |
| 0 | 145080 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 304017 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 158937 | |
| 0 | 145080 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 304017 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 158937 | |
| 0 | 145080 |
is_dia
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 297.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 304017 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 248536 | |
| 1 | 55481 | 18.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 248536 | |
| 1 | 55481 | 18.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 248536 | |
| 1 | 55481 | 18.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 304017 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 248536 | |
| 1 | 55481 | 18.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 304017 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 248536 | |
| 1 | 55481 | 18.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 304017 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 248536 | |
| 1 | 55481 | 18.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
| 0 | |
|---|---|
| 1 | 14477 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 304017 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 289540 | |
| 1 | 14477 | 4.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 289540 | |
| 1 | 14477 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 289540 | |
| 1 | 14477 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 304017 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 289540 | |
| 1 | 14477 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 304017 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 289540 | |
| 1 | 14477 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 304017 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 289540 | |
| 1 | 14477 | 4.8% |
| Distinct | 713 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 31258 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.86753269 |
| Minimum | 14.5 |
|---|---|
| Maximum | 430015.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 14.5 |
|---|---|
| 5-th percentile | 20.5 |
| Q1 | 24.8 |
| median | 27.9 |
| Q3 | 31.4 |
| 95-th percentile | 38.2 |
| Maximum | 430015.5 |
| Range | 430001 |
| Interquartile range (IQR) | 6.6 |
Descriptive statistics
| Standard deviation | 3948.325825 |
|---|---|
| Coefficient of variation (CV) | 60.86751971 |
| Kurtosis | 11854.20481 |
| Mean | 64.86753269 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 108.8855736 |
| Sum | 17693203.35 |
| Variance | 15589276.82 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.4 | 3496 | 1.1% |
| 30.1 | 3404 | 1.1% |
| 28.7 | 3348 | 1.1% |
| 26 | 2978 | 1.0% |
| 27.5 | 2837 | 0.9% |
| 28.1 | 2721 | 0.9% |
| 27.8 | 2695 | 0.9% |
| 28.3 | 2669 | 0.9% |
| 28.4 | 2610 | 0.9% |
| 29 | 2429 | 0.8% |
| Other values (703) | 243572 | |
| (Missing) | 31258 | 10.3% |
| Value | Count | Frequency (%) |
| 14.5 | 20 | < 0.1% |
| 15 | 10 | < 0.1% |
| 15.1 | 1 | < 0.1% |
| 15.6 | 3 | < 0.1% |
| 15.8 | 48 | < 0.1% |
| 15.9 | 37 | < 0.1% |
| 16.1 | 158 | |
| 16.3 | 34 | < 0.1% |
| 16.4 | 58 | < 0.1% |
| 16.5 | 47 | < 0.1% |
| Value | Count | Frequency (%) |
| 430015.5 | 23 | < 0.1% |
| 365.3 | 27 | < 0.1% |
| 265.7 | 35 | < 0.1% |
| 255.8 | 14 | < 0.1% |
| 216.3 | 2 | < 0.1% |
| 190 | 3 | < 0.1% |
| 188.8 | 8 | < 0.1% |
| 163.6 | 39 | < 0.1% |
| 156.1 | 21 | < 0.1% |
| 135.7 | 171 |
| Distinct | 174 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.429889946 |
| Minimum | 0 |
|---|---|
| Maximum | 24.8 |
| Zeros | 263697 |
| Zeros (%) | 86.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 12.6 |
| Maximum | 24.8 |
| Range | 24.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.05033893 |
|---|---|
| Coefficient of variation (CV) | 2.832622847 |
| Kurtosis | 5.132096957 |
| Mean | 1.429889946 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.593238497 |
| Sum | 425638.2 |
| Variance | 16.40524545 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 263697 | |
| 11.6 | 773 | 0.3% |
| 11.7 | 755 | 0.2% |
| 11.8 | 747 | 0.2% |
| 12.4 | 693 | 0.2% |
| 11.5 | 688 | 0.2% |
| 12.5 | 687 | 0.2% |
| 11.3 | 674 | 0.2% |
| 11.4 | 673 | 0.2% |
| 12.6 | 668 | 0.2% |
| Other values (164) | 27617 | 9.1% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 263697 | |
| 6.7 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 7.1 | 1 | < 0.1% |
| 7.3 | 1 | < 0.1% |
| 7.4 | 3 | < 0.1% |
| 7.5 | 1 | < 0.1% |
| 7.6 | 4 | < 0.1% |
| 7.7 | 14 | < 0.1% |
| 7.8 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 24.8 | 1 | |
| 24.7 | 1 | |
| 24.5 | 1 | |
| 24.1 | 1 | |
| 24 | 2 | |
| 23.8 | 1 | |
| 23.6 | 2 | |
| 23.5 | 1 | |
| 23.4 | 1 | |
| 23.3 | 1 |
| Distinct | 226 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08801126408 |
| Minimum | 0 |
|---|---|
| Maximum | 2.48 |
| Zeros | 276178 |
| Zeros (%) | 90.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1.02 |
| Maximum | 2.48 |
| Range | 2.48 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3342808023 |
|---|---|
| Coefficient of variation (CV) | 3.798159313 |
| Kurtosis | 13.7326298 |
| Mean | 0.08801126408 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.838571742 |
| Sum | 26198.489 |
| Variance | 0.1117436548 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 276178 | |
| 1.46 | 250 | 0.1% |
| 1.49 | 249 | 0.1% |
| 1.51 | 242 | 0.1% |
| 1.48 | 228 | 0.1% |
| 1.5 | 222 | 0.1% |
| 1.56 | 222 | 0.1% |
| 1.43 | 221 | 0.1% |
| 1.3 | 219 | 0.1% |
| 1.37 | 218 | 0.1% |
| Other values (216) | 19423 | 6.4% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 276178 | |
| 0.06 | 3 | < 0.1% |
| 0.07 | 8 | < 0.1% |
| 0.08 | 9 | < 0.1% |
| 0.09 | 7 | < 0.1% |
| 0.1 | 12 | < 0.1% |
| 0.11 | 12 | < 0.1% |
| 0.12 | 15 | < 0.1% |
| 0.13 | 19 | < 0.1% |
| 0.14 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 2.48 | 2 | < 0.1% |
| 2.4 | 2 | < 0.1% |
| 2.29 | 1 | < 0.1% |
| 2.27 | 1 | < 0.1% |
| 2.26 | 1 | < 0.1% |
| 2.25 | 3 | |
| 2.24 | 5 | |
| 2.23 | 2 | < 0.1% |
| 2.21 | 2 | < 0.1% |
| 2.2 | 7 |
| Distinct | 273 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08255712328 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 276861 |
| Zeros (%) | 91.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.97 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3192488781 |
|---|---|
| Coefficient of variation (CV) | 3.867005843 |
| Kurtosis | 15.28244103 |
| Mean | 0.08255712328 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.972998361 |
| Sum | 24574.944 |
| Variance | 0.1019198462 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 276861 | |
| 1.28 | 262 | 0.1% |
| 1.3 | 260 | 0.1% |
| 1.23 | 244 | 0.1% |
| 1.34 | 234 | 0.1% |
| 1.32 | 231 | 0.1% |
| 1.36 | 230 | 0.1% |
| 1.24 | 229 | 0.1% |
| 1.33 | 229 | 0.1% |
| 1.27 | 226 | 0.1% |
| Other values (263) | 18666 | 6.1% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 276861 | |
| 0.06 | 4 | < 0.1% |
| 0.07 | 7 | < 0.1% |
| 0.08 | 6 | < 0.1% |
| 0.09 | 4 | < 0.1% |
| 0.1 | 4 | < 0.1% |
| 0.11 | 10 | < 0.1% |
| 0.12 | 14 | < 0.1% |
| 0.13 | 15 | < 0.1% |
| 0.14 | 21 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 3.72 | 1 | |
| 3.24 | 1 | |
| 3.07 | 1 | |
| 3.03 | 1 | |
| 3.01 | 1 | |
| 2.99 | 1 | |
| 2.94 | 1 | |
| 2.87 | 1 | |
| 2.84 | 1 |
| Distinct | 680 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.29271144 |
| Minimum | 0 |
|---|---|
| Maximum | 1334 |
| Zeros | 263324 |
| Zeros (%) | 86.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 249 |
| Maximum | 1334 |
| Range | 1334 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 83.25009559 |
|---|---|
| Coefficient of variation (CV) | 2.94245731 |
| Kurtosis | 9.981910682 |
| Mean | 28.29271144 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.066350974 |
| Sum | 8421948 |
| Variance | 6930.578415 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 263324 | |
| 230 | 236 | 0.1% |
| 225 | 231 | 0.1% |
| 242 | 228 | 0.1% |
| 217 | 227 | 0.1% |
| 251 | 224 | 0.1% |
| 243 | 223 | 0.1% |
| 227 | 222 | 0.1% |
| 229 | 215 | 0.1% |
| 219 | 215 | 0.1% |
| Other values (670) | 32327 | 10.6% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 263324 | |
| 7 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 23 | 1 | < 0.1% |
| 25 | 3 | < 0.1% |
| 26 | 3 | < 0.1% |
| 27 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1334 | 1 | |
| 1276 | 1 | |
| 1200 | 1 | |
| 1138 | 1 | |
| 1109 | 1 | |
| 1108 | 1 | |
| 1065 | 1 | |
| 1064 | 1 | |
| 1060 | 1 | |
| 985 | 1 |
| Distinct | 329 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6772323228 |
| Minimum | 0 |
|---|---|
| Maximum | 44.9 |
| Zeros | 266889 |
| Zeros (%) | 87.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5.8 |
| Maximum | 44.9 |
| Range | 44.9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.279789349 |
|---|---|
| Coefficient of variation (CV) | 3.366332752 |
| Kurtosis | 33.79354158 |
| Mean | 0.6772323228 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.732914862 |
| Sum | 201593.1 |
| Variance | 5.197439477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 266889 | |
| 4.9 | 736 | 0.2% |
| 5.3 | 732 | 0.2% |
| 5.2 | 717 | 0.2% |
| 5.4 | 716 | 0.2% |
| 5 | 712 | 0.2% |
| 5.1 | 711 | 0.2% |
| 5.6 | 700 | 0.2% |
| 4.7 | 695 | 0.2% |
| 4.8 | 694 | 0.2% |
| Other values (319) | 24370 | 8.0% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 266889 | |
| 0.6 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.2 | 2 | < 0.1% |
| 1.3 | 7 | < 0.1% |
| 1.4 | 9 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.6 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 44.9 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 41.3 | 1 | < 0.1% |
| 41.1 | 1 | < 0.1% |
| 40.9 | 1 | < 0.1% |
| 39.8 | 1 | < 0.1% |
| 39.5 | 2 | |
| 39.3 | 1 | < 0.1% |
| 38.9 | 3 | |
| 38.4 | 1 | < 0.1% |
| Distinct | 337 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4457423607 |
| Minimum | 0 |
|---|---|
| Maximum | 7.15 |
| Zeros | 267460 |
| Zeros (%) | 88.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.38 |
| Maximum | 7.15 |
| Range | 7.15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.332568814 |
|---|---|
| Coefficient of variation (CV) | 2.989549416 |
| Kurtosis | 5.326957869 |
| Mean | 0.4457423607 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.686783763 |
| Sum | 132685.02 |
| Variance | 1.775739644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 267460 | |
| 4.38 | 348 | 0.1% |
| 4.42 | 346 | 0.1% |
| 4.37 | 345 | 0.1% |
| 4.26 | 344 | 0.1% |
| 4.39 | 338 | 0.1% |
| 4.29 | 337 | 0.1% |
| 4.41 | 336 | 0.1% |
| 4.36 | 335 | 0.1% |
| 4.33 | 334 | 0.1% |
| Other values (327) | 27149 | 8.9% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 267460 | |
| 1.47 | 1 | < 0.1% |
| 2.25 | 1 | < 0.1% |
| 2.32 | 1 | < 0.1% |
| 2.34 | 1 | < 0.1% |
| 2.53 | 1 | < 0.1% |
| 2.59 | 1 | < 0.1% |
| 2.8 | 1 | < 0.1% |
| 2.81 | 1 | < 0.1% |
| 2.89 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.15 | 1 | |
| 7.13 | 1 | |
| 7.11 | 1 | |
| 6.94 | 1 | |
| 6.84 | 2 | |
| 6.73 | 1 | |
| 6.6 | 1 | |
| 6.57 | 1 | |
| 6.52 | 1 | |
| 6.49 | 1 |
| Distinct | 242 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.48369212 |
| Minimum | 0 |
|---|---|
| Maximum | 156.1 |
| Zeros | 271117 |
| Zeros (%) | 89.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 139.8 |
| Maximum | 156.1 |
| Range | 156.1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 39.89527661 |
|---|---|
| Coefficient of variation (CV) | 3.195791457 |
| Kurtosis | 6.32172952 |
| Mean | 12.48369212 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.884041815 |
| Sum | 3716045.6 |
| Variance | 1591.633096 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 271117 | |
| 140.5 | 522 | 0.2% |
| 140.1 | 522 | 0.2% |
| 140.6 | 515 | 0.2% |
| 140.7 | 513 | 0.2% |
| 140 | 508 | 0.2% |
| 140.3 | 506 | 0.2% |
| 140.2 | 503 | 0.2% |
| 140.9 | 498 | 0.2% |
| 139.8 | 493 | 0.2% |
| Other values (232) | 21975 | 7.2% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 271117 | |
| 119.8 | 1 | < 0.1% |
| 120.4 | 1 | < 0.1% |
| 121.4 | 1 | < 0.1% |
| 121.7 | 2 | < 0.1% |
| 121.9 | 1 | < 0.1% |
| 122.6 | 1 | < 0.1% |
| 122.9 | 1 | < 0.1% |
| 123.2 | 1 | < 0.1% |
| 123.3 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 156.1 | 1 | |
| 150.7 | 1 | |
| 150.1 | 1 | |
| 150 | 2 | |
| 149.4 | 1 | |
| 149.3 | 1 | |
| 149.2 | 1 | |
| 149.1 | 1 | |
| 149 | 1 | |
| 148.8 | 1 |
| Distinct | 463 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07392075506 |
| Minimum | 0 |
|---|---|
| Maximum | 69.02 |
| Zeros | 264591 |
| Zeros (%) | 87.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.56 |
| Maximum | 69.02 |
| Range | 69.02 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.435419973 |
|---|---|
| Coefficient of variation (CV) | 5.890361545 |
| Kurtosis | 9962.448743 |
| Mean | 0.07392075506 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 78.35617597 |
| Sum | 22004.139 |
| Variance | 0.1895905529 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 264591 | |
| 0.44 | 874 | 0.3% |
| 0.46 | 820 | 0.3% |
| 0.43 | 803 | 0.3% |
| 0.4 | 799 | 0.3% |
| 0.47 | 795 | 0.3% |
| 0.49 | 786 | 0.3% |
| 0.45 | 777 | 0.3% |
| 0.48 | 761 | 0.3% |
| 0.42 | 755 | 0.2% |
| Other values (453) | 25911 | 8.5% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 264591 | |
| 0.14 | 2 | < 0.1% |
| 0.15 | 2 | < 0.1% |
| 0.16 | 9 | < 0.1% |
| 0.17 | 4 | < 0.1% |
| 0.18 | 11 | < 0.1% |
| 0.19 | 17 | < 0.1% |
| 0.2 | 22 | < 0.1% |
| 0.21 | 35 | < 0.1% |
| 0.22 | 35 | < 0.1% |
| Value | Count | Frequency (%) |
| 69.02 | 1 | |
| 65.89 | 1 | |
| 63.27 | 1 | |
| 62.37 | 1 | |
| 58.41 | 1 | |
| 51.59 | 1 | |
| 46.49 | 1 | |
| 45.81 | 1 | |
| 32.24 | 1 | |
| 30.28 | 1 |
| Distinct | 2156 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.22580962 |
| Minimum | 0 |
|---|---|
| Maximum | 944.8 |
| Zeros | 260845 |
| Zeros (%) | 85.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 86.7 |
| Maximum | 944.8 |
| Range | 944.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 33.8360032 |
|---|---|
| Coefficient of variation (CV) | 3.014125872 |
| Kurtosis | 56.60047254 |
| Mean | 11.22580962 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.089295214 |
| Sum | 3341609.2 |
| Variance | 1144.875112 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 260845 | |
| 79.4 | 99 | < 0.1% |
| 72.8 | 94 | < 0.1% |
| 70.8 | 94 | < 0.1% |
| 76.6 | 93 | < 0.1% |
| 82.5 | 91 | < 0.1% |
| 77.1 | 91 | < 0.1% |
| 77.4 | 90 | < 0.1% |
| 73.4 | 90 | < 0.1% |
| 73.7 | 89 | < 0.1% |
| Other values (2146) | 35996 | 11.8% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 260845 | |
| 25.6 | 1 | < 0.1% |
| 26.7 | 1 | < 0.1% |
| 28.1 | 2 | < 0.1% |
| 28.5 | 1 | < 0.1% |
| 31.6 | 3 | < 0.1% |
| 31.9 | 1 | < 0.1% |
| 32.3 | 1 | < 0.1% |
| 33.3 | 1 | < 0.1% |
| 33.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 944.8 | 1 | |
| 914.6 | 1 | |
| 899.6 | 1 | |
| 888.2 | 1 | |
| 868 | 1 | |
| 850.4 | 1 | |
| 835.1 | 1 | |
| 819.8 | 1 | |
| 818.9 | 1 | |
| 810.7 | 1 |
| Distinct | 384 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6345 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05374306619 |
| Minimum | 0 |
|---|---|
| Maximum | 95.06 |
| Zeros | 268086 |
| Zeros (%) | 88.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.43 |
| Maximum | 95.06 |
| Range | 95.06 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.439472813 |
|---|---|
| Coefficient of variation (CV) | 8.177293261 |
| Kurtosis | 23396.85194 |
| Mean | 0.05374306619 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 130.5942952 |
| Sum | 15997.806 |
| Variance | 0.1931363534 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 268086 | |
| 0.38 | 1058 | 0.3% |
| 0.39 | 1055 | 0.3% |
| 0.4 | 1003 | 0.3% |
| 0.37 | 981 | 0.3% |
| 0.36 | 961 | 0.3% |
| 0.41 | 959 | 0.3% |
| 0.43 | 953 | 0.3% |
| 0.34 | 953 | 0.3% |
| 0.35 | 944 | 0.3% |
| Other values (374) | 20719 | 6.8% |
| (Missing) | 6345 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 268086 | |
| 0.11 | 1 | < 0.1% |
| 0.13 | 2 | < 0.1% |
| 0.14 | 2 | < 0.1% |
| 0.16 | 4 | < 0.1% |
| 0.17 | 5 | < 0.1% |
| 0.18 | 12 | < 0.1% |
| 0.19 | 20 | < 0.1% |
| 0.2 | 33 | < 0.1% |
| 0.21 | 40 | < 0.1% |
| Value | Count | Frequency (%) |
| 95.06 | 1 | |
| 88.33 | 1 | |
| 85.11 | 1 | |
| 72.88 | 1 | |
| 63.87 | 1 | |
| 56.95 | 1 | |
| 43.42 | 1 | |
| 43.01 | 1 | |
| 32.52 | 1 | |
| 30.53 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | POD | result | age_2022 | sex | is_dia | is_ckd | bmi | 16263.0 | 17339.0 | 17341.0 | 2688.0 | 3086.0 | 5254.0 | 5272.0 | 582.0 | 8574.0 | 921.0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 48001 | 1 | 1 | 76.9 | 1 | 0 | 0 | NaN | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 134.5 | 0.0 |
| 1 | 15202 | 1 | 1 | 79.3 | 0 | 0 | 0 | NaN | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 144.5 | 0.0 | 0.0 | 0.0 |
| 2 | 174875 | 1 | 0 | 70.0 | 1 | 0 | 0 | 30.10 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 95.4 | 0.0 |
| 3 | 134603 | 1 | 1 | 70.8 | 0 | 0 | 0 | 30.10 | 0.0 | 0.00 | 0.00 | 0.0 | 8.2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | 172704 | 1 | 0 | 68.6 | 0 | 0 | 0 | 28.70 | 0.0 | 1.37 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | 166765 | 1 | 0 | 54.4 | 0 | 0 | 0 | 26.60 | 10.9 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | 193268 | 1 | 1 | 67.2 | 0 | 0 | 0 | 26.10 | 0.0 | 1.10 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | 282700 | 1 | 1 | 68.1 | 1 | 0 | 0 | 25.50 | 0.0 | 0.00 | 0.00 | 0.0 | 0.0 | 0.0 | 134.4 | 0.0 | 0.0 | 0.0 |
| 8 | 132719 | 1 | 0 | 73.7 | 1 | 0 | 0 | 25.85 | 0.0 | 0.00 | 0.00 | 218.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | 49260 | 1 | 1 | 89.0 | 0 | 0 | 0 | 41.30 | 0.0 | 0.00 | 0.45 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Last rows
| df_index | POD | result | age_2022 | sex | is_dia | is_ckd | bmi | 16263.0 | 17339.0 | 17341.0 | 2688.0 | 3086.0 | 5254.0 | 5272.0 | 582.0 | 8574.0 | 921.0 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 304007 | 157543 | 1 | 0 | 65.6 | 1 | 0 | 0 | 28.2 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 73.7 | 0.00 |
| 304008 | 238989 | 1 | 1 | 78.8 | 1 | 0 | 0 | 26.2 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 115.6 | 0.00 |
| 304009 | 7284 | 1 | 0 | 83.5 | 0 | 0 | 1 | 28.6 | 12.5 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 0.0 | 0.00 |
| 304010 | 257862 | 1 | 1 | NaN | 0 | 0 | 0 | 33.0 | 0.0 | 0.43 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 0.0 | 0.00 |
| 304011 | 85494 | 4 | 0 | 63.4 | 1 | 0 | 0 | NaN | 9.7 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 0.0 | 0.00 |
| 304012 | 151826 | 1 | 0 | 48.8 | 0 | 0 | 0 | 18.8 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.33 | 0.0 | 0.00 |
| 304013 | 218015 | 1 | 0 | 67.5 | 1 | 0 | 0 | 46.5 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 4.09 | 0.0 | 0.00 | 0.0 | 0.00 |
| 304014 | 224272 | 1 | 0 | 41.5 | 0 | 1 | 0 | 21.3 | 0.0 | 1.72 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 0.0 | 0.00 |
| 304015 | 127651 | 1 | 0 | 73.9 | 0 | 0 | 0 | 25.7 | 10.4 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 0.0 | 0.00 |
| 304016 | 205318 | 1 | 0 | 72.7 | 0 | 0 | 0 | 26.4 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 | 0.00 | 0.0 | 0.00 | 0.0 | 0.24 |